White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), All pseudo-absence/background points, Full extent, all covariates (u and v become vel_mag) and seals, evaluated using area under the receiver operator curve (roc_auc)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9355878 | 0.8953485 | 0.9946336 | 0.9524939 |
| bt | 0.7697262 | 0.9677393 | 0.7757473 | 0.4424781 |
| maxnet | 0.6312399 | 0.9680311 | 0.7613982 | 0.4174579 |
| gam | NA | NA | 0.7882229 | NA |
| glm | NA | NA | 0.7108675 | NA |
Variable Importance
